Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: DEK

Gene summary for DEK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DEK

Gene ID

7913

Gene nameDEK proto-oncogene
Gene AliasD6S231E
Cytomap6p22.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P35659


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
7913DEKGSM4909281HumanBreastIDC1.38e-628.81e-010.21
7913DEKGSM4909282HumanBreastIDC2.90e-719.17e-01-0.0288
7913DEKGSM4909285HumanBreastIDC6.44e-225.03e-010.21
7913DEKGSM4909286HumanBreastIDC8.45e-174.33e-010.1081
7913DEKGSM4909287HumanBreastIDC7.86e-083.00e-010.2057
7913DEKGSM4909288HumanBreastIDC2.36e-112.97e-010.0988
7913DEKGSM4909289HumanBreastIDC2.55e-228.93e-010.1064
7913DEKGSM4909293HumanBreastIDC2.38e-052.17e-010.1581
7913DEKGSM4909294HumanBreastIDC2.76e-07-3.76e-010.2022
7913DEKGSM4909296HumanBreastIDC7.10e-11-3.20e-010.1524
7913DEKGSM4909297HumanBreastIDC1.91e-13-2.51e-010.1517
7913DEKGSM4909298HumanBreastIDC9.09e-042.08e-010.1551
7913DEKGSM4909302HumanBreastIDC1.62e-02-2.79e-010.1545
7913DEKGSM4909311HumanBreastIDC1.46e-31-3.46e-010.1534
7913DEKGSM4909312HumanBreastIDC1.83e-153.17e-020.1552
7913DEKGSM4909313HumanBreastIDC2.61e-02-1.37e-010.0391
7913DEKGSM4909316HumanBreastIDC3.23e-02-2.89e-010.21
7913DEKGSM4909319HumanBreastIDC6.96e-40-3.08e-010.1563
7913DEKGSM4909320HumanBreastIDC3.41e-08-2.13e-010.1575
7913DEKGSM4909321HumanBreastIDC4.35e-18-2.95e-010.1559
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00062828ThyroidPTCregulation of DNA repair65/5968130/187231.25e-051.36e-0465
GO:20007794ThyroidPTCregulation of double-strand break repair42/596885/187235.59e-043.56e-0342
GO:00063026ThyroidPTCdouble-strand break repair103/5968251/187231.30e-037.40e-03103
GO:2001032ThyroidPTCregulation of double-strand break repair via nonhomologous end joining17/596829/187232.65e-031.35e-0217
GO:00063032ThyroidPTCdouble-strand break repair via nonhomologous end joining32/596866/187233.55e-031.71e-0232
GO:001603234ThyroidATCviral process241/6293415/187235.50e-252.04e-22241
GO:001905835ThyroidATCviral life cycle173/6293317/187239.22e-155.50e-13173
GO:005105219ThyroidATCregulation of DNA metabolic process183/6293359/187235.97e-122.30e-10183
GO:200102026ThyroidATCregulation of response to DNA damage stimulus121/6293219/187233.22e-111.08e-09121
GO:001907929ThyroidATCviral genome replication78/6293131/187239.92e-102.55e-0878
GO:0006325110ThyroidATCchromatin organization189/6293409/187236.40e-081.13e-06189
GO:000628211ThyroidATCregulation of DNA repair68/6293130/187238.19e-068.27e-0568
GO:200077911ThyroidATCregulation of double-strand break repair45/629385/187231.83e-041.24e-0345
GO:000630212ThyroidATCdouble-strand break repair110/6293251/187234.48e-042.65e-03110
GO:00063031ThyroidATCdouble-strand break repair via nonhomologous end joining33/629366/187234.27e-031.80e-0233
GO:20010321ThyroidATCregulation of double-strand break repair via nonhomologous end joining17/629329/187234.95e-032.03e-0217
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
DEKSNVMissense_Mutationc.904G>Ap.Glu302Lysp.E302KP35659protein_codingtolerated(0.26)benign(0.112)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
DEKSNVMissense_Mutationc.700N>Ap.Glu234Lysp.E234KP35659protein_codingtolerated(0.08)probably_damaging(0.98)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DEKinsertionNonsense_Mutationnovelc.949_950insTTCTGCTTCTTTAAACTAACATAAACTAAGGATACATCAATp.Lys317IlefsTer5p.K317Ifs*5P35659protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DEKSNVMissense_Mutationc.904G>Cp.Glu302Glnp.E302QP35659protein_codingtolerated(0.16)benign(0.249)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
DEKSNVMissense_Mutationnovelc.1081N>Ap.Glu361Lysp.E361KP35659protein_codingtolerated(0.29)possibly_damaging(0.83)TCGA-C5-A7CK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
DEKSNVMissense_Mutationc.476G>Ap.Ser159Asnp.S159NP35659protein_codingtolerated(0.43)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DEKSNVMissense_Mutationnovelc.524N>Gp.Leu175Argp.L175RP35659protein_codingdeleterious(0)probably_damaging(0.963)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DEKdeletionFrame_Shift_Delnovelc.1113delNp.Glu372SerfsTer2p.E372Sfs*2P35659protein_codingTCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DEKdeletionFrame_Shift_Delc.31delGp.Glu11ArgfsTer53p.E11Rfs*53P35659protein_codingTCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DEKdeletionFrame_Shift_Delc.773delNp.Lys258ArgfsTer20p.K258Rfs*20P35659protein_codingTCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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